Lecture Notes in Artificial Intelligence 6077Edited by R. Goebel, J. Siekmann, and W. Wahlster
Subseries of Lecture Notes in Computer Science
Emilio Corchado Manuel Graña RomayAlexandre Manhaes Savio (Eds.)
Hybrid ArtificialIntelligence Systems
5th International Conference, HAIS 2010San Sebastián, Spain, June 23-25, 2010Proceedings, Part II
13
Series Editors
Randy Goebel, University of Alberta, Edmonton, CanadaJörg Siekmann, University of Saarland, Saarbrücken, GermanyWolfgang Wahlster, DFKI and University of Saarland, Saarbrücken, Germany
Volume Editors
Emilio CorchadoUniversidad de Salamanca, SpainE-mail: [email protected]
Manuel Graña RomayFacultad de informatica UPV/EHUSan Sebastian, SpainE-mail: [email protected]
Alexandre Manhaes SavioFacultad de informatica UPV/EHUSan Sebastian, SpainE-mail: [email protected]
Library of Congress Control Number: 2010928917
CR Subject Classification (1998): I.2, H.3, F.1, H.4, I.4, I.5
LNCS Sublibrary: SL 7 – Artificial Intelligence
ISSN 0302-9743ISBN-10 3-642-13802-0 Springer Berlin Heidelberg New YorkISBN-13 978-3-642-13802-7 Springer Berlin Heidelberg New York
This work is subject to copyright. All rights are reserved, whether the whole or part of the material isconcerned, specifically the rights of translation, reprinting, re-use of illustrations, recitation, broadcasting,reproduction on microfilms or in any other way, and storage in data banks. Duplication of this publicationor parts thereof is permitted only under the provisions of the German Copyright Law of September 9, 1965,in its current version, and permission for use must always be obtained from Springer. Violations are liableto prosecution under the German Copyright Law.
springer.com
© Springer-Verlag Berlin Heidelberg 2010Printed in Germany
Typesetting: Camera-ready by author, data conversion by Scientific Publishing Services, Chennai, IndiaPrinted on acid-free paper 06/3180
Preface
The 5th International Conference on Hybrid Artificial Intelligence Systems (HAIS 2010) has become a unique, established and broad interdisciplinary forum for researchers and practitioners who are involved in developing and applying symbolic and sub-symbolic techniques aimed at the construction of highly robust and reliable problem-solving techniques, and bringing the most relevant achievements in this field. Overcoming the rigid encasing imposed by the arising orthodoxy in the field of artifi-cial intelligence, which has led to the partition of researchers into so-called areas or fields, interest in hybrid intelligent systems is growing because they give freedom to design innovative solutions to the ever-increasing complexities of real-world prob-lems. Noise and uncertainty call for probabilistic (often Bayesian) methods, while the huge amount of data in some cases asks for fast heuristic (in the sense of suboptimal and ad-hoc) algorithms able to give answers in acceptable time frames. High dimen-sionality demands linear and non-linear dimensionality reduction and feature extrac-tion algorithms, while the imprecision and vagueness call for fuzzy reasoning and linguistic variable formalization. Nothing impedes real-life problems to mix difficul-ties, presenting huge quantities of noisy, vague and high-dimensional data; therefore, the design of solutions must be able to resort to any tool of the trade to attack the problem. Combining diverse paradigms poses challenging problems of computational and methodological interfacing of several previously incompatible approaches. This is, thus, the setting of HAIS conference series, and its increasing success is the proof of the vitality of this exciting field.
This volume of Lecture Notes on Artificial Intelligence (LNAI) includes accepted papers presented at HAIS 2010 held in the framework of the prestigious “Cursos de Verano of the Universidad del Pais Vasco” at the beautiful venue of Palacio de Miramar, San Sebastián, Spain, in June 2010.
Since its first edition in Brazil in 2006, HAIS has become an important forum for researchers working on fundamental and theoretical aspects of hybrid artificial intelligence systems based on the use of agents and multi-agent systems, bioinformat-ics and bio-inspired models, fuzzy systems, artificial vision, artificial neural networks, optimization models and alike.
HAIS 2010 received 269 technical submissions. After a rigorous peer-review proc-ess, the International Program Committee selected 133 papers which are published in these conference proceedings. In this edition emphasis was put on the organization of special sessions. Fourteen special sessions, containing 84 papers, were organized on the following topics:
• Real-World HAIS Applications and Data Uncertainty • Computational Intelligence for Recommender Systems • Signal Processing and Biomedical Applications • Methods of Classifiers Fusion • Knowledge Extraction Based on Evolutionary Learning
VI Preface
• Systems, Man, and Cybernetics by HAIS Workshop • Hybrid Intelligent Systems on Logistics • Hybrid Reasoning and Coordination Methods on Multi-Agent Systems • HAIS for Computer Security • Hybrid and Intelligent Techniques on Multimedia • Hybrid ANNs: Models, Algorithms and Data • Hybrid Artificial Intelligence Systems Based on Lattice Theory • Information Fusion: Frameworks and Architectures
The selection of papers was extremely rigorous in order to maintain the high quality of the conference, and we would like to thank the Program Committee for their hard work in the reviewing process. This process is very important for the creation of a conference of high standard, and the HAIS conference would not exist without their help.
The large number of submissions is certainly not only testimony to the vitality and attractiveness of the field but an indicator of the interest in the HAIS conferences themselves.
As a follow-up of the conference, we anticipate further publication of selected pa-pers in special issues scheduled for the following journals:
• Information Science, Elsevier • Neurocomputing, Elsevier • Journal of Mathematical Imaging and Vision, Springer • Information Fusion, Elsevier • Logic Journal of the IPL, Oxford Journals
HAIS 2010 enjoyed outstanding keynote speeches by distinguished guest speakers:
• Gerhard Ritter, University of Florida (USA) • Mihai Datcu, Paris Institute of Technology, Telecom Paris (France) • Marios Polycarpou, University of Cyprus (Cyprus) • Ali-Akbar Ghorbani, University of New Brunswick (Canada) • James Llinas, Universidad Carlos III de Madrid (Spain) • Éloi Bossé, Defence Research and Development Canada (DRDC Valcartier)
(Canada)
We would like to fully acknowledge support from the GICAP Group of the University of Burgos, the BISISTE Group from the University of Salamanca, the GIC (www.ehu.es/ccwintco), Vicerrectorado de Investigación and the Cursos de Verano of the Universidad del Pais Vasco, the Departamento de Educación, Ciencia y Universi-dades of the Gobierno Vasco, Vicomtech, and the Ministerio de Ciencia e Investiga-ción. The IEEE Systems, Man & Cybernetics Society, through its Spanish chapter, and the IEEE-Spanish Section also supported this event. We also want to extend our warm gratitude to all the Special Session Chairs for their continuing support to the HAIS series of conferences.
VII Preface
We wish to thank Alfred Hoffman and Anna Kramer from Springer for their help and collaboration during this demanding publication project. The local organizing team (Alexandre Manhaes Savio, Ramón Moreno, Maite García Sebastian, Elsa Fernandez, Darya Chyzyk, Miguel Angel Veganzones, Ivan Villaverde) did a superb job. Without their enthusiastic support the whole conference burden would have crushed our frail shoulders.
June 2010 Emilio Corchado Manuel Graña
Organization
Honorary Chair
Carolina Blasco Director of Telecommunication, Regional Goverment of Castilla y León (Spain)
María Isabel Celáa Diéguez Consejera de Educación del Gobierno Vasco (Spain) Marie Cottrell Institute SAMOS-MATISSE, Universite Paris 1
(France) Daniel Yeung IEEE SMCS President (China)
General Chairs
Emilio Corchado University of Salamanca (Spain) Manuel Graña University of the Basque Country (Spain)
International Advisory Committee
Ajith Abraham Norwegian University of Science and Technology (Norway)
Carolina Blasco Director of Telecommunication, Regional Goverment of Castilla y León (Spain)
Pedro M. Caballero CARTIF (Spain) Andre de Carvalho University of São Paulo (Brazil) Juan M. Corchado University of Salamanca (Spain) José R. Dorronsoro Autonomous University of Madrid (Spain) Mark A. Girolami University of Glasgow (UK) Petro Gopych Universal Power Systems USA-Ukraine LLC
(Ukraine) Francisco Herrera University of Granada (Spain) César Hervás-Martínez University of Córdoba (Spain) Tom Heskes Radboud University Nijmegen (The Netherlands) Lakhmi Jain University of South Australia (Australia) Samuel Kaski Helsinki University of Technology (Finland) Daniel A. Keim Computer Science Institute, University of Konstanz
(Germany) Isidro Laso D.G. Information Society and Media (European
Commission) Witold Pedrycz University of Alberta (Canada) Xin Yao University of Birmingham (UK) Hujun Yin University of Manchester (UK) Michal Wozniak Wroclaw University of Technology (Poland)
OrganizationX
Publicity Co-chairs
Emilio Corchado University of Salamanca (Spain) Manuel Graña University of the Basque Country (Spain)
Program Committee
Manuel Graña University of the Basque Country (Spain) (PC Co-chair)
Emilio Corchado University of Salamanca (Spain) (PC Co-chair)Agnar Aamodt Norwegian University of Science and Technology
(Norway) Jesús Alcalá-Fernández University of Granada (Spain) Rafael Alcalá University of Granada (Spain) José Luis Álvarez University of Huelva (Spain) Davide Anguita University of Genoa (Italy) Bruno Apolloni Università degli Studi di Milano (Italy) Antonio Aráuzo-Azofra University of Córdoba (Spain) Estefania Argente University of Valencia (Spain) Fidel Aznar University of Alicante (Spain) Jaume Bacardit University of Nottingham (UK) Antonio Bahamonde University of Oviedo (Spain) Javier Bajo Universidad Pontifícia de Salamanca (Spain) John Beasley Brunel University (UK) Bruno Baruque University of Burgos (Spain) Joé Manuel Benítez University of Granada (Spain) Ester Bernadó Universitat Ramon Lull (Spain) Richard Blake Norwegian University of Science and Technology Juan Botía University of Murcia (Spain) Prof Vicente Botti Universidad Politécnica de Valencia (Spain) Robert Burduk Wroclaw University of Technology (Poland) José Ramón Cano University of Jaén (Spain) Cristóbal José Carmona University of Jaén (Spain) Blanca Cases University of the Basque Country (Spain) Oscar Castillo Tijuana Institute of Technology (Mexico) Paula María Castro Castro Universidade da Coruña (Spain) Jonathan Chan King Mongkut's University of Technology Thonburi
(Thailand) Richard Chbeir Bourgogne University (France) Enhong Chen University of Science and Technology of China
(China) Camelia Chira University of Babes-Bolyai (Romania) Sung-Bae Cho Yonsei University (Korea) Darya Chyzhyk University of the Basque Country (Spain) Juan Manuel Corchado University of Salamanca (Spain) Emilio Corchado University of Salamanca (Spain)
Organization XI
Rafael Corchuelo University of Seville (Spain) Guiomar Corral University Ramon Lull (Spain) Raquel Cortina Parajon University of Oviedo (Spain) Carlos Cotta University of Málaga (Spain) José Alfredo F. Costa Universidade Federal do Rio Grande do Norte
(Brazil) Leticia Curiel University of Burgos (Spain) Alfredo Cuzzocrea University of Calabria (Italy) Keshav Dahal University of Bradford (UK) Theodoros Damoulas Cornell University (UK) Ernesto Damiani University of Milan (Italy) Bernard De Baets Ghent University (Belgium) Enrique de la Cal University of Oviedo (Spain) Javier de Lope Asiain Universidad Politécnica de Madrid (Spain) Marcilio de Souto Universidade Federal do Rio Grande do Norte
(Brazil) María José del Jesús University of Jaén (Spain) Ricardo del Olmo University of Burgos (Spain) Joaquín Derrac University of Granada (Spain) Nicola Di Mauro University of Bari (Italy) António Dourado University of Coimbra (Portugal) Richard Duro University of Coruña (Spain) Susana Irene Díaz University of Oviedo (Spain) José Dorronsoro Universidad Autónoma de Madrid (Spain) Pietro Ducange University of Pisa (Italy) Talbi El-Ghazali University of Lille (France) Aboul Ella Hassanien University of Cairo (Egypt) Marc Esteva Artificial Intelligence Research Institute (Spain) Juan José Flores University of Michoacana (Mexico) Alberto Fernández Universidad Rey Juan Carlos (Spain) Alberto Fernández University of Granada (Spain) Elías Fernández-Combarro
Álvarez University of Oviedo (Spain)
Elsa Fernández University of the Basque Country (Spain) Nuno Ferreira Instituto Politécnico de Coimbra (Portugal) Richard Freeman Capgemini (Spain) Rubén Fuentes Universidad Complutense de Madrid (Spain) Giorgio Fumera University of Cagliari (Italy) Bogdan Gabrys Bournemouth University (UK) João Gama University of Porto (Portugal) Matjaz Gams Jozef Stefan Institute Ljubljana (Slovenia) Jun Gao Hefei University of Technology (China) TOM Heskes Radboud University Nijmegen (The Netherlands) Isaías García University of León (Spain) José García University of Alicante (Spain) Salvador García University of Jaén (Spain) Neveen Ghali Azhar University (Egypt)
OrganizationXII
Adriana Giret Universidad Politécnica de Valencia (Spain) Jorge Gómez Universidad Complutense de Madrid (Spain) Pedro González University of Jaén (Spain) Petro Gopych Universal Power Systems USA-Ukraine LLC
(Ukraine) Juan Manuel Górriz University of Granada (Spain) Maite García-Sebastián University of the Basque Country (Spain) Manuel Graña University of the Basque Country (Spain) Maciej Grzenda Warsaw University of Technology (Poland) Arkadiusz Grzybowski Wroclaw University of Technology (Poland) Jerzy Grzymala-Busse University of Kansas (USA) Anne Håkansson Stockholm University (Sweden) Saman Halgamuge The University of Melbourne (Australia) José Alberto Hernández Universidad Autónoma del Estado de Morelos
(Mexico) Carmen Hernández University of the Basque Country (Spain) Francisco Herrera University of Granada (Spain) Álvaro Herrero University of Burgos (Spain) Sean Holden University of Cambridge (UK) Vasant Honavar Iowa State University (USA) Vicente Julián Universidad Politécnica de Valencia (Spain) Konrad Jackowski Wroclaw University of Technology (Poland) Yaochu Jin Honda Research Institute Europe (Germany) Ivan Jordanov University of Portsmouth (UK) Ulf Johansson University of Borås (Sweden) Juha Karhunen Helsinki University of Technology (Finland) Frank Klawonn University of Applied Sciences
Braunschweig/Wolfenbuettel (Germany) Andreas König University of Kaiserslautern (Germany) Mario Köppen Kyushu Institute of Technology (Japan) Rudolf Kruse Otto-von-Guericke-Universität Magdeburg
(Germany) Bernadetta Kwintiana Universität Stuttgart (Germany) Dario Landa-Silva University of Nottingham (UK) Soo-Young Lee Brain Science Research Center (Korea) Lenka Lhotská Czech Technical University in Prague
(Czech Republic) Hailin Liu Guangdong University of Technology (China) Otoniel López Universidad Autónoma de Madrid (Spain) Karmele López University of the Basque Country (Spain) Teresa Ludermir Universidade Federal de Pernambuco (Brazil) Julián Luengo University of Granada (Spain) Wenjian Luo University of Science and Technology of China
(China) Núria Macià Universitat Ramon Llull (Spain) Kurosh Madani University of Paris-Est Creteil (France) Ana Maria Madureira Instituto Politécnico do Porto (Portugal)
Organization XIII
Roque Marin University of Murcia (Spain) Yannis Marinakis Technical University of Crete (Grece) José Fco. Martínez-Trinidad INAOE (Mexico) José Luis Martínez University of Castilla - La Mancha (Spain) Jacinto Mata University of Huelva (Spain) Giancarlo Mauri University of Milano-Bicocca (Italy) David Meehan Dublin Institute of Technology (Ireland) Gerardo M. Méndez Instituto Tecnológico de Nuevo León (Mexico) Abdel-Badeeh M. Salem Ain Shams University (Egypt) Masoud Mohammadian University of Canberra (Australia) José Manuel Molina University Carlos III of Madrid (Spain) Claudio Moraga European Centre for Soft Computing (Spain) Marco Mora Universidad Católica del Maule (Spain) Ramón Moreno University of the Basque Country (Spain) Susana Nascimento Universidade Nova de Lisboa (Portugal) Martí Navarro Universidad Politécnica de Valencia (Spain) Yusuke Nojima Osaka Prefecture University (Japan) Alberto Ochoa Juarez City University/CIATEC (Mexico) Albert Orriols University Ramon LLull (Spain) Rubé Ortiz Universidad Rey Juan Carlos (Spain) Vasile Palade Oxford University (USA) Stephan Pareigis Hamburg University of Applied Sciences (Germany) Witold Pedrycz University of Alberta (Canada) Elzbieta Pekalska University of Manchester (UK) Carlos Pereira Universidade de Coimbra (Portugal) Antonio Peregrín University of Huelva (Spain) Lina Petrakieva Glasgow Caledonian University (UK) Gloria Phillips-Wren Loyola College in Maryland (USA) Han Pingchou Peking University (China) Camelia Pintea University of Babes-Bolyai (Romania) Julio Ponce Universidad Autónoma de Aguascalientes (Mexico) Khaled Ragab King Faisal University (Saudi Arabia) José Ranilla University of Oviedo (Spain) Javier Ramírez University of Granada (Spain) Romain Raveaux La Rochelle University (France) Carlos Redondo University of León (Spain) Raquel Redondo University of Burgos (Spain) Bernadete Ribeiro University of Coimbra (Portugal) Ramón Rizo University of Alicante (Spain) Peter Rockett University of Sheffield (UK) Adolfo Rodríguez University of León (Spain) Rosa M. Rodríguez Maraña University of León (Spain) Katya Rodriguez-Vázquez Universidad Nacional Autónoma de México
(Mexico) Fabrice Rossi TELECOM ParisTech (France) António Ruano University of Algarve (Portugal) Ozgur Koray Sahingoz Turkish Air Force Academy (Turkey)
OrganizationXIV
Wei-Chiang Samuelson Hong Oriental Institute of Technology (Taiwan)
Luciano Sánchez University of Oviedo (Spain) José Santamaría University of Jaén (Spain) Alexandre Savio University of the Basque Country (Spain) Mrs. Fatima Sayuri Quezada Universidad Autónoma de Aguascalientes (Mexico) Gerald Schaefer Aston University (UK) Robert Schaefer AGH University of Science and Technology (Poland) Javier Sedano University of Burgos (Spain) Leila Shafti Universidad Autónoma de Madrid (Spain) Dragan Simic Novi Sad Fair (Serbia) Konstantinos Sirlantzis University of Kent (UK) Dominik Slezak University of Regina (Canada) Cecilia Sönströd University of Borås (Sweden) Ying Tan Peking University (China) Ke Tang University of Science and Technology of China
(China) Nikos Thomaidis University of the Aegean (Greece) Alicia Troncoso Universidad Pablo de Olavide de Sevilla (Spain) Eiji Uchino Yamaguchi University (Japan) Roberto Uribeetxeberria Mondragon University (Spain) José Valls University Carlos III of Madrid (Spain) Miguel Ángel Veganzones University of the Basque Country (Spain) Sebastian Ventura Universidad de Córdoba (Spain) José Luis Verdegay University of Granada (Spain) José Ramón Villar University of Oviedo (Spain) José Ramón Cano University of Jaén (Spain) Krzysztof Walkowiak Wroclaw University of Technology (Poland) Guoyin Wang Chongqing University of Posts and
Telecommunications (China) Michal Wozniak Wroclaw University of Technology (Poland) Zhuoming Xu Hohai University (China) Ronald Yager Iona College (US) Hujun Yin The University of Manchester (UK) Constantin Zopounidis Technical University of Crete (Greece) Huiyu Zhou Brunel University (UK) Rodolfo Zunino University of Genoa (Italy) Urko Zurutuza Mondragon University (Spain)
Special Session Committees
Real-World HAIS Applications and Data Uncertainty
José Ramón Villar University of Oviedo (Spain) André Carvalho University of São Paulo (Brazil) Camelia Pintea University of Babes-Bolyai (Romania)
Organization XV
Eduardo Raúl Hruschka University of São Paulo (Brazil) Oscar Ibañez European Centre for Soft Computing (Spain) Paula Mello University of Bologna (Italy) Javier Sedano University of Burgos (Spain) Adolfo Rodríguez Universidad de León (Spain) Camelia Chira University of Babes-Bolyai (Romania) José Ramón Villar University of Oviedo (Spain) Luciano Sánchez University of Oviedo (Spain) Luis Oliveira University of Oviedo (Spain) María del Rosario Suárez University of Oviedo (Spain) Carmen Vidaurre Technical University of Berlin (Germany) Enrique de la Cal University of Oviedo (Spain) Gerardo M. Méndez Instituto Tecnológico de Nuevo León (Mexico) Ana Palacios University of Oviedo (Spain) Luis Junco University of Oviedo (Spain)
Signal Processing and Biomedical Applications
Juan Manuel Górriz University of Granada (Spain) Carlos G. Putonet University of Granada (Spain) Elmar W. Lang University of Regensburg (Germany) Javier Ramírez University of Granada (Spain) Juan Manuel Gorriz University of Granada (Spain) Manuel Graña University of the Basque Country (Spain) Maite García-Sebastián University of the Basque Country (Spain) Alexandre Savio University of the Basque Country (Spain) Ana María Pefeito Tome University of Aveiro (Portugal) Elsa Fernández University of the Basque Country (Spain) Isabel Barbancho University of Málaga (Spain) Diego Pablo Ruiz Padillo University of Granada (Spain) Fermín Segovia Román University of Granada (Spain) Ingo Keck University of Regensburg (Spain) Manuel Canton University of Almeria (Spain) Miriam Lopez Perez University of Granada Rosa Chaves Rodríguez University of Granada (Spain) Roberto Hornero University of Valladolid (Spain) Andres Ortiz University of Malaga (Spain) Diego Salas-Gonzalez University of Granada (Spain) Ignacio Álvarez University of Granada (Spain) Ignacio Turias University of Cadiz (Spain) Jose Antonio Piedra University of Almeria (Spain) Maria del Carmen Carrión University of Granada (Spain) Roberto Hornero University of Valladolid Ruben Martín University of Seville (Spain)
OrganizationXVI
Methods of Classifiers Fusion
Michal Wozniak Wroclaw University of Technology (Poland) Álvaro Herrero University of Burgos (Spain) Bogdan Trawinski Wroclaw University of Technology (Poland) Giorgio Fumera University of Cagliari (Italy) José Alfredo F. Costa Universidade Federal do Rio Grande do Norte
(Brazil) Konrad Jackowski Wroclaw University of Technology (Poland) Konstantinos Sirlantzis University of Kent (UK) Przemyslaw Kazienko Wroclaw University of Technology (Poland) Bruno Baruque University of Burgos (Spain) Jerzy Stefanowski Poznan University of Technology (Poland) Robert Burduk Wroclaw University of Technology (Poland) Michal Wozniak Wroclaw University of Technology (Poland) Emilio Corchado University of Salamanca (Spain) Igor T. Podolak Jagiellonian University (Poland) Vaclav Snasel VSB-Technical University of Ostrava (Czech
Republic) Elzbieta Pekalska University of Manchester (UK) Bogdan Gabrys Bournemouth University (UK)
Knowledge Extraction Based on Evolutionary Learning
Sebastián Ventura University of Córdoba (Spain) Amelia Zafra University of Córdoba (Spain) Eva Lucrecia Gibaja University of Córdoba (Spain) Jesus Alcala-Fernández University of Granada (Spain) Salvador García University of Jaén (Spain) Mykola Pechenizkiy Technical University of Eindhoven (The Netherlands) Pedro González University of Jaén (Spain) Antonio Peregrin University of Huelva (Spain) Rafael Alcalá University of Granada (Spain) Cristóbal Romero University of Córdoba (Spain) Ekaterina Vasileya Technical University of Eindhoven (The Netherlands)
Systems, Man, and Cybernetics by HAIS Workshop
Emilio Corchado University of Salamanca (Spain) Juan M. Corchado University of Salamanca (Spain) Álvaro Herrero University of Burgos (Spain) Bruno Baruque University of Burgos (Spain) Javier Sedano University of Burgos (Spain) Juan Pavón University Complutense Madrid (Spain) Manuel Graña University of the Basque Country (Spain) Ramón Rizo University of Alicante (Spain)
Organization XVII
Richard Duro University of A Coruña (Spain) Sebastian Ventura University of Córdoba (Spain) Vicente Botti Polytechnical University of Valencia (Spain) José Manuel Molina University Carlos III of Madrid (Spain) Lourdes Sáiz Barcena University of Burgos (Spain) Francisco Herrera University of Granada (Spain) Leticia Curiel University of Burgos (Spain) César Hervás Univesity of Córdoba (Spain) Sara Rodríguez University of León (Spain)
Hybrid Intelligent Systems on Logistics
Camelia Chira Babes-Bolyai University (Romania) Alberto Ochoa Zezzati Juarez City University (Mexico) Arturo Hernández CIMAT (Mexico) Katya Rodríguez UNAM (Mexico) Fabricio Olivetti University of Campinas (Brazil) Gloria Cerasela Crisan University of Bacau (Romania) Anca Gog Babes-Bolyai University (Romania) Camelia-M. Pintea Babes-Bolyai University (Romania) Petrica Pop North University Baia-Mare (Romania) Barna Iantovics Petru Maior University Targu-Mures (Romania)
Hybrid Reasoning and Coordination Methods on Multi-agent Systems
Martí Navarro Yacer Universidad Politécnica de Valencia (Spain) Javier Bajo Universidad Pontificia de Salamanca (Spain) Juan Botía Universidad de Murcia (Spain) Juan Manuel Corchado Universidad de Salamanca (Spain) Luís Búrdalo Universidad Politécnica de Valencia (Spain) Stella Heras Universidad Politécnica de Valencia (Spain) Vicente Botti Universidad Politécnica de Valencia (Spain) Vicente J. Julián Universidad Politécnica de Valencia (Spain) Rubén Ortiz Universidad Rey Juan Carlos (Spain) Rubén Fuentes Universidad Complutense de Madrid (Spain) Adriana Giret Universidad Politécnica de Valencia (Spain) Alberto Fernández Universidad Rey Juan Carlos (Spain) Marc Esteva IIIA-CSIC (Spain) Carlos Carrascosa Universidad Politécnica de Valencia (Spain) Martí Navarro Universidad Politécnica de Valencia (Spain)
HAIS for Computer Security (HAISfCS)
Álvaro Herrero University of Burgos (Spain) Emilio Corchado University of Salamanca (Spain)
OrganizationXVIII
Huiyu Huiyu Zhou Queen's University Belfast (UK) Belén Vaquerizo University of Burgos (Spain) Cristian I. Pinzón University of Salamanca (Spain) Dante I. Tapia University of Salamanca (Spain) Javier Bajo Pontifical University of Salamanca (Spain) Javier Sedano University of Burgos (Spain) Juan F. De Paz Santana University of Salamanca (Spain) Sara Rodríguez University of Salamanca (Spain) Raquel Redondo University of Burgos (Spain) Leticia Curiel University of Burgos (Spain) Bruno Baruque University of Burgos (Spain) Ángel Arroyo University of Burgos (Spain) Juan M. Corchado University of Salamanca (Spain)
Hybrid and Intelligent Techniques on Multimedia
Adriana Dapena Janeiro Universidade da Coruña (Spain) José Martínez Universidad Autónoma de Madríd (Spain) Otoniel López Miguel Hernandez University (Spain) Ramón Moreno University of the Basque Country (Spain) Manuel Graña University of the Basque Country (Spain) Eduardo Martínez University of Murcia (Spain) Javier Ruiz Polytechnic University of Catalonia (Spain) José Luis Martínez Universidad de Castilla-La Mancha (Spain) Daniel Iglesia Universidade da Coruña (Spain) Elsa Fernández University of the Basque Country (Spain) Paula Castro Universidade da Coruña (Spain)
Hybrid ANN: Models, Data Models, Algorithms and Data
César Hervás-Martinez Pedro Antonio Gutiérrez Francisco Fernández-Navarroi Aldo Franco Dragoni Ángel Manuel Pérez-Bellido Daniel Mateos-García Francisco Fernández-Navarro Germano Vallesi José C. Riquelme-Santos Sancho Salcedo-Sanz Ekaitz Zulueta-Guerrero Emilio G. Ortíz-García Kui Li Liang Yu Alicia D'Anjou Francisco José
Martínez-Estudillo
University of Córdoba (Spain) University of Córdoba (Spain) University of Córdoba (Spain) Università Politecnica delle Marche (Italy) University of Alcalá (Spain) University of Alcalá (Spain) University of Córdoba (Spain) Università Politecnica delle Marche (Italy) University of Sevilla (Spain) University of Alcalá (Spain) University of the Basque Country (Spain) University of Alcalá (Spain) Xidian University (China) (China) University of the Basque Country (Spain) University of Córdoba (Spain)
Organization XIX
Juan Carlos Fernández Lin Gao Javier Sánchez-Monedero
Hybrid Artificial Intelligence Systems Based on Lattice Theory
Vassilis Kaburlasos Technological Educational Institution of Kavala (Greece)
Cliff Joslyn Pacific Northwest National Laboratory (USA) Juan Humberto Sossa Azuela Centro de Investigación en Computación (Mexico) Angelos Amanatiadis Technological Educational Institution of Kavala
(Greece)George Papakostas Democritus University of Thrace (Greece) Gonzalo Urcid National Institute of Astrophysics, Optics and
Electronics (Mexico) Peter Sussner State University of Campinas (Brazil) Radim Belohlavek Palacky University (Czech Republic) Theodore Pachidis Technological Educational Institution of Kavala
(Greece)Vassilis Syrris Aristotle University of Thessaloniki (Greece) Anestis Hatzimichailidis Technological Educational Institution of Kavala
(Greece)Gonzalo Aranda-Corral University of Huelva (Spain) Kevin Knuth University at Albany (USA) Manuel Graña University of the Basque Country (Spain) Gerhard Ritter University of Florida (USA) Lefteris Moussiades Technological Educational Institution of Kavala
(Greece)Isabelle Bloch Ecole Nationale Supérieure des
Télécommunications (France)
Information Fusion: Frameworks and Architectures
José Manuel Molina López University Carlos III (Spain) Javier Bajo University of Salamanca (Spain) Jose M. Armingol University Carlos III (Spain) Juan A. Besada Universidad Politécnica de Madrid (Spain) Miguel A. Patricio University Carlos III (Spain) Arturo de la Escalera University Carlos III (Spain) Eloi Bosse Defence R&D Canada (Canada) Jesus Garcia University Carlos III (Spain) Jose M. Molina University Carlos III (Spain) Antonio Berlanga University Carlos III (Spain) James Llinas University Carlos III (Spain) Ana M. Bernardos Universidad Politécnica de Madrid (Spain)
University of Córdoba (Spain) Hefei University of Technology (China) University of Cordoba (Spain)
OrganizationXX
Local Organizing Committee
Manuel Graña University of the Basque Country (Spain) Darya Chyzhyk University of the Basque Country (Spain) Elsa Fernández University of the Basque Country (Spain) Maite García-Sebastián University of the Basque Country (Spain) Carmen Hernández Gómez University of the Basque Country (Spain) Alexandre Manhães Savio University of the Basque Country (Spain) Ramón Moreno University of the Basque Country (Spain) Miguel Angel Veganzones University of the Basque Country (Spain) Iván Villaverde University of the Basque Country (Spain)
Table of Contents – Part II
SIFT-SS: An Advanced Steady-State Multi-Objective Genetic FuzzySystem . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1
Michel Gonzalez, Jorge Casillas, and Carlos Morell
Evolving Multi-label Classification Rules with Gene ExpressionProgramming: A Preliminary Study . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9
Jose Luis Avila-Jimenez, Eva Gibaja, and Sebastian Ventura
Solving Classification Problems Using Genetic ProgrammingAlgorithms on GPUs . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17
Alberto Cano, Amelia Zafra, and Sebastian Ventura
Analysis of the Effectiveness of G3PARM Algorithm . . . . . . . . . . . . . . . . . . 27J.M. Luna, J.R. Romero, and S. Ventura
Reducing Dimensionality in Multiple Instance Learning with a FilterMethod . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 35
Amelia Zafra, Mykola Pechenizkiy, and Sebastian Ventura
Graphical Exploratory Analysis of Educational Knowledge Surveyswith Missing and Conflictive Answers Using Evolutionary Techniques . . . 45
Luciano Sanchez, Ines Couso, and Jose Otero
Data Mining for Grammatical Inference with Bioinformatics Criteria . . . 53Vivian F. Lopez, Ramiro Aguilar, Luis Alonso,Marıa N. Moreno, and Juan M. Corchado
Hybrid Multiagent System for Automatic Object LearningClassification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 61
Ana Gil, Fernando de la Prieta, and Vivian F. Lopez
On the Use of a Hybrid Approach to Contrast Endmember InductionAlgorithms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 69
Miguel A. Veganzones and Carmen Hernandez
Self-emergence of Lexicon Consensus in a Population of AutonomousAgents by Means of Evolutionary Strategies . . . . . . . . . . . . . . . . . . . . . . . . . 77
Darıo Maravall, Javier de Lope, and Raul Domınguez
Enhanced Self Organized Dynamic Tree Neural Network . . . . . . . . . . . . . . 85Juan F. De Paz, Sara Rodrıguez, Ana Gil, Juan M. Corchado, andPastora Vega
XXII Table of Contents – Part II
Agents and Computer Vision for Processing Stereoscopic Images . . . . . . . 93Sara Rodrıguez, Fernando de la Prieta, Dante I. Tapia, andJuan M. Corchado
Incorporating Temporal Constraints in the Planning Task of a HybridIntelligent IDS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 101
Alvaro Herrero, Martı Navarro, Vicente Julian, and Emilio Corchado
HERA: A New Platform for Embedding Agents in HeterogeneousWireless Sensor Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 111
Ricardo S. Alonso, Juan F. De Paz, Oscar Garcıa, Oscar Gil, andAngelica Gonzalez
A Genetic Algorithm for Solving the Generalized Vehicle RoutingProblem . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 119
P.C. Pop, O. Matei, C. Pop Sitar, and C. Chira
Using Cultural Algorithms to Improve Intelligent Logistics . . . . . . . . . . . . 127Alberto Ochoa, Yazmani Garcıa, Javier Yanez, andYaddik Teymanoglu
A Cultural Algorithm for the Urban Public Transportation . . . . . . . . . . . . 135Laura Cruz Reyes, Carlos Alberto Ochoa Ortız Zezzatti,Claudia Gomez Santillan, Paula Hernandez Hernandez, andMercedes Villa Fuerte
Scalability of a Methodology for Generating Technical Trading Ruleswith GAPs Based on Risk-Return Adjustment and IncrementalTraining . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 143
E.A. de la Cal, E.M. Fernandez, R. Quiroga, J.R. Villar, andJ. Sedano
Hybrid Approach for the Public Transportation Time DependentOrienteering Problem with Time Windows . . . . . . . . . . . . . . . . . . . . . . . . . . 151
Ander Garcia, Olatz Arbelaitz, Pieter Vansteenwegen,Wouter Souffriau, and Maria Teresa Linaza
A Functional Taxonomy for Artifacts . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 159Sergio Esparcia and Estefanıa Argente
A Case-Based Reasoning Approach for Norm Adaptation . . . . . . . . . . . . . 168Jordi Campos, Maite Lopez-Sanchez, and Marc Esteva
An Abstract Argumentation Framework for Supporting Agreements inAgent Societies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 177
Stella Heras, Vicente Botti, and Vicente Julian
Reaching a Common Agreement Discourse Universe on Multi-AgentPlanning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 185
Alejandro Torreno, Eva Onaindia, and Oscar Sapena
Table of Contents – Part II XXIII
Integrating Information Extraction Agents into a TourismRecommender System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 193
Sergio Esparcia, Vıctor Sanchez-Anguix, Estefanıa Argente,Ana Garcıa-Fornes, and Vicente Julian
Adaptive Hybrid Immune Detector Maturation Algorithm . . . . . . . . . . . . . 201Jungan Chen, Wenxin Chen, and Feng Liang
Interactive Visualization Applets for Modular Exponentiation UsingAddition Chains . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 209
Hatem M. Bahig and Yasser Kotb
Multimedia Elements in a Hybrid Multi-Agent System for the Analysisof Web Usability . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 217
E. Mosqueira-Rey, B. Baldonedo del Rıo, D. Alonso-Rıos,E. Rodrıguez-Poch, and D. Prado-Gesto
An Approach for an AVC to SVC Transcoder with TemporalScalability . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 225
Rosario Garrido-Cantos, Jose Luis Martınez, Pedro Cuenca, andAntonio Garrido
A GPU-Based DVC to H.264/AVC Transcoder . . . . . . . . . . . . . . . . . . . . . . 233Alberto Corrales-Garcıa, Rafael Rodrıguez-Sanchez,Jose Luis Martınez, Gerardo Fernandez-Escribano,Jose M. Claver, and Jose Luis Sanchez
Hybrid Color Space Transformation to Visualize Color Constancy . . . . . . 241Ramon Moreno, Jose Manuel Lopez-Guede, and Alicia d’Anjou
A Novel Hybrid Approach to Improve Performance of FrequencyDivision Duplex Systems with Linear Precoding . . . . . . . . . . . . . . . . . . . . . 248
Paula M. Castro, Jose A. Garcıa-Naya, Daniel Iglesia, andAdriana Dapena
Low Bit-Rate Video Coding with 3D Lower Trees (3D-LTW) . . . . . . . . . . 256Otoniel Lopez, Miguel Martınez-Rach, Pablo Pinol,Manuel P. Malumbres, and Jose Oliver
Color Video Segmentation by Dissimilarity Based on Edges . . . . . . . . . . . 264Lucıa Ramos, Jorge Novo, Jose Rouco, Antonio Mosquera, andManuel G. Penedo
Label Dependent Evolutionary Feature Weighting for Remote SensingData . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 272
Daniel Mateos-Garcıa, Jorge Garcıa-Gutierrez, andJose C. Riquelme-Santos
XXIV Table of Contents – Part II
Evolutionary q-Gaussian Radial Basis Functions forBinary-Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 280
F. Fernandez-Navarro, C. Hervas-Martınez, P.A. Gutierrez,M. Cruz-Ramırez, and M. Carbonero-Ruz
Evolutionary Learning Using a Sensitivity-Accuracy Approach forClassification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 288
Javier Sanchez-Monedero, C. Hervas-Martınez,F.J. Martınez-Estudillo, Mariano Carbonero Ruz,M.C. Ramırez Moreno, and M. Cruz-Ramırez
An Hybrid System for Continuous Learning . . . . . . . . . . . . . . . . . . . . . . . . . 296Aldo Franco Dragoni, Germano Vallesi, Paola Baldassarri, andMauro Mazzieri
Support Vector Regression Algorithms in the Forecasting of DailyMaximums of Tropospheric Ozone Concentration in Madrid . . . . . . . . . . . 304
E.G. Ortiz-Garcıa, S. Salcedo-Sanz, A.M. Perez-Bellido,J. Gascon-Moreno, and A. Portilla-Figueras
Neuronal Implementation of Predictive Controllers . . . . . . . . . . . . . . . . . . . 312Jose Manuel Lopez-Guede, Ekaitz Zulueta, andBorja Fernandez-Gauna
α-Satisfiability and α-Lock Resolution for a Lattice-Valued LogicLP(X) . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 320
Xingxing He, Yang Xu, Yingfang Li, Jun Liu, Luis Martinez, andDa Ruan
On Compactness and Consistency in Finite Lattice-ValuedPropositional Logic . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 328
Xiaodong Pan, Yang Xu, Luis Martinez, Da Ruan, and Jun Liu
Lattice Independent Component Analysis for Mobile RobotLocalization . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 335
Ivan Villaverde, Borja Fernandez-Gauna, and Ekaitz Zulueta
An Introduction to the Kosko Subsethood FAM . . . . . . . . . . . . . . . . . . . . . 343Peter Sussner and Estevao Esmi
An Increasing Hybrid Morphological-Linear Perceptron withEvolutionary Learning and Phase Correction for Financial Time SeriesForecasting . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 351
Ricardo de A. Araujo and Peter Sussner
Lattice Associative Memories for Segmenting Color Images in DifferentColor Spaces . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 359
Gonzalo Urcid, Juan Carlos Valdiviezo-N., and Gerhard X. Ritter
Table of Contents – Part II XXV
Lattice Neural Networks with Spike Trains . . . . . . . . . . . . . . . . . . . . . . . . . . 367Gerhard X. Ritter and Gonzalo Urcid
Detecting Features from Confusion Matrices Using Generalized FormalConcept Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 375
Carmen Pelaez-Moreno and Francisco J. Valverde-Albacete
Reconciling Knowledge in Social Tagging Web Services . . . . . . . . . . . . . . . 383Gonzalo A. Aranda-Corral and Joaquın Borrego-Dıaz
2-D Shape Representation and Recognition by Lattice ComputingTechniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 391
V.G. Kaburlasos, A. Amanatiadis, and S.E. Papadakis
Order Metrics for Semantic Knowledge Systems . . . . . . . . . . . . . . . . . . . . . . 399Cliff Joslyn and Emilie Hogan
Granular Fuzzy Inference System (FIS) Design by LatticeComputing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 410
Vassilis G. Kaburlasos
Median Hetero-Associative Memories Applied to the Categorization ofTrue-Color Patterns . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 418
Roberto A. Vazquez and Humberto Sossa
A Comparison of VBM Results by SPM, ICA and LICA . . . . . . . . . . . . . . 429Darya Chyzyk, Maite Termenon, and Alexandre Savio
Fusion of Single View Soft k-NN Classifiers for Multicamera HumanAction Recognition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 436
Rodrigo Cilla, Miguel A. Patricio, Antonio Berlanga, andJose M. Molina
Self-adaptive Coordination for Organizations of Agents in InformationFusion Environments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 444
Sara Rodrıguez, Belen Perez-Lancho, Javier Bajo,Carolina Zato, and Juan M. Corchado
Sensor Management: A New Paradigm for Automatic VideoSurveillance . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 452
Lauro Snidaro, Ingrid Visentini, and Gian Luca Foresti
A Simulation Framework for UAV Sensor Fusion . . . . . . . . . . . . . . . . . . . . . 460Enrique Martı, Jesus Garcıa, and Jose Manuel Molina
An Embeddable Fusion Framework to Manage Context Information inMobile Devices . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 468
Ana M. Bernardos, Eva Madrazo, and Jose R. Casar
XXVI Table of Contents – Part II
Embodied Moving-Target Seeking with Prediction and Planning . . . . . . . 478Noelia Oses, Matej Hoffmann, and Randal A. Koene
Using Self-Organizing Maps for Intelligent Camera-Based UserInterfaces . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 486
Zorana Bankovic, Elena Romero, Javier Blesa,Jose M. Moya, David Fraga, Juan Carlos Vallejo, Alvaro Araujo,Pedro Malagon, Juan-Mariano de Goyeneche,Daniel Villanueva, and Octavio Nieto-Taladriz
A SVM and k-NN Restricted Stacking to Improve Land Use and LandCover Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 493
Jorge Garcia-Gutierrez, Daniel Mateos-Garcia, andJose C. Riquelme-Santos
A Bio-inspired Fusion Method for Data Visualization . . . . . . . . . . . . . . . . . 501Bruno Baruque and Emilio Corchado
CBRid4SQL: A CBR Intrusion Detector for SQL Injection Attacks . . . . . 510Cristian Pinzon, Alvaro Herrero, Juan F. De Paz,Emilio Corchado, and Javier Bajo
Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 521
Table of Contents – Part I
Y-Means: An Autonomous Clustering Algorithm (Invited Paper) . . . . . . . 1Ali A. Ghorbani and Iosif-Viorel Onut
A Survey and Analysis of Frameworks and Framework Issues forInformation Fusion Applications (Invited Paper) . . . . . . . . . . . . . . . . . . . . . 14
James Llinas
A Regular Tetrahedron Formation Strategy for Swarm Robots inThree-Dimensional Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24
M. Fikret Ercan, Xiang Li, and Ximing Liang
Markovian Ants in a Queuing System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 32Ilija Tanackov, Dragan Simic, Sinisa Sremac, Jovan Tepic, andSuncica Kocic-Tanackov
A Parametric Method Applied to Phase Recovery from a FringePattern Based on a Particle Swarm Optimization . . . . . . . . . . . . . . . . . . . . 40
J.F. Jimenez, F.J. Cuevas, J.H. Sossa, and L.E. Gomez
Automatic PSO-Based Deformable Structures Markerless Tracking inLaparoscopic Cholecystectomy . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 48
Haroun Djaghloul, Mohammed Batouche, and Jean-Pierre Jessel
A Framework for Optimization of Genetic Programming EvolvedClassifier Expressions Using Particle Swarm Optimization . . . . . . . . . . . . . 56
Hajira Jabeen and Abdul Rauf Baig
Developing an Intelligent Parking Management Application Based onMulti-agent Systems and Semantic Web Technologies . . . . . . . . . . . . . . . . . 64
Andres Munoz and Juan A. Botıa
Linked Multicomponent Robotic Systems: Basic Assessment of LinkingElement Dynamical Effect . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 73
Borja Fernandez-Gauna, Jose Manuel Lopez-Guede, andEkaitz Zulueta
Social Simulation for AmI Systems Engineering . . . . . . . . . . . . . . . . . . . . . . 80Teresa Garcia-Valverde, Emilio Serrano, and Juan A. Botia
Automatic Behavior Pattern Classification for Social Robots . . . . . . . . . . 88Abraham Prieto, Francisco Bellas, Pilar Caamano, andRichard J. Duro
Healthcare Information Fusion Using Context-Aware Agents . . . . . . . . . . . 96Dante I. Tapia, Juan A. Fraile, Ana de Luis, and Javier Bajo
XXVIII Table of Contents – Part I
Multivariate Discretization for Associative Classification in a SparseData Application Domain . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 104
Marıa N. Moreno Garcıa, Joel Pinho Lucas,Vivian F. Lopez Batista, and M. Jose Polo Martın
Recognition of Turkish Vowels by Probabilistic Neural Networks UsingYule-Walker AR Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 112
Erdem Yavuz and Vedat Topuz
A Dynamic Bayesian Network Based Structural Learning towardsAutomated Handwritten Digit Recognition . . . . . . . . . . . . . . . . . . . . . . . . . . 120
Olivier Pauplin and Jianmin Jiang
A Dual Network Adaptive Learning Algorithm for Supervised NeuralNetwork with Contour Preserving Classification for Soft Real TimeApplications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 128
Piyabute Fuangkhon and Thitipong Tanprasert
The Abnormal vs. Normal ECG Classification Based on Key Featuresand Statistical Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 136
Jun Dong, Jia-fei Tong, and Xia Liu
Classification of Wood Pulp Fibre Cross-Sectional Shapes . . . . . . . . . . . . . 144Asuka Yamakawa and Gary Chinga-Carrasco
A Hybrid Cluster-Lift Method for the Analysis of Research Activities . . . 152Boris Mirkin, Susana Nascimento, Trevor Fenner, andLuıs Moniz Pereira
Protein Fold Recognition with Combined SVM-RDA Classifier . . . . . . . . . 162Wies�law Chmielnicki and Katarzyna Stapor
Data Processing on Database Management Systems with FuzzyQuery . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 170
Irfan Simsek and Vedat Topuz
A Hybrid Approach for Process Mining: Using From-to Chart Arrangedby Genetic Algorithms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 178
Eren Esgin, Pinar Senkul, and Cem Cimenbicer
Continuous Pattern Mining Using the FCPGrowth Algorithm inTrajectory Data Warehouses . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 187
Marcin Gorawski and Pawel Jureczek
Hybrid Approach for Language Identification Oriented to MultilingualSpeech Recognition in the Basque Context . . . . . . . . . . . . . . . . . . . . . . . . . . 196
N. Barroso, K. Lopez de Ipina, A. Ezeiza, O. Barroso, andU. Susperregi
Table of Contents – Part I XXIX
An Approach of Bio-inspired Hybrid Model for Financial Markets . . . . . . 205Dragan Simic, Vladeta Gajic, and Svetlana Simic
Interactive and Stereoscopic Hybrid 3D Viewer of Radar Data withGesture Recognition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 213
Jon Goenetxea, Aitor Moreno, Luis Unzueta, Andoni Galdos, andAlvaro Segura
Recognition of Manual Actions Using Vector Quantization andDynamic Time Warping . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 221
Marcel Martin, Jonathan Maycock, Florian Paul Schmidt, andOliver Kramer
Protecting Web Services against DoS Attacks: A Case-Based ReasoningApproach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 229
Cristian Pinzon, Juan F. De Paz, Carolina Zato, and Javier Perez
Ranked Tag Recommendation Systems Based on Logistic Regression . . . 237J.R. Quevedo, E. Montanes, J. Ranilla, and I. Dıaz
A Hybrid Robotic Control System Using Neuroblastoma Cultures . . . . . . 245J.M. Ferrandez, V. Lorente, J.M. Cuadra, F. delaPaz,Jose Ramon Alvarez-Sanchez, and E. Fernandez
Image Segmentation with a Hybrid Ensemble of One-Class SupportVector Machines . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 254
Bogus�law Cyganek
Power Prediction in Smart Grids with Evolutionary Local KernelRegression . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 262
Oliver Kramer, Benjamin Satzger, and Jorg Lassig
Automatic Quality Inspection of Percussion Cap Mass Production byMeans of 3D Machine Vision and Machine Learning Techniques . . . . . . . . 270
A. Tellaeche, R. Arana, A. Ibarguren, and J.M. Martınez-Otzeta
Speaker Verification and Identification Using Principal ComponentAnalysis Based on Global Eigenvector Matrix . . . . . . . . . . . . . . . . . . . . . . . 278
Minkyung Kim, Eunyoung Kim, Changwoo Seo, and Sungchae Jeon
Hybrid Approach for Automatic Evaluation of Emotion ElicitationOriented to People with Intellectual Disabilities . . . . . . . . . . . . . . . . . . . . . . 286
R. Martınez, K. Lopez de Ipina, E. Irigoyen, and N. Asla
Fusion of Fuzzy Spatial Relations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 294Nadeem Salamat and El-hadi Zahzah
Reducing Artifacts in TMS-Evoked EEG . . . . . . . . . . . . . . . . . . . . . . . . . . . . 302Juan Jose Fuertes, Carlos M. Travieso, A. Alvarez,M.A. Ferrer, and J.B. Alonso
XXX Table of Contents – Part I
Model Driven Image Segmentation Using a Genetic Algorithm forStructured Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 311
Romain Raveaux and Guillaume Hillairet
Stamping Line Optimization Using Genetic Algorithms and Virtual 3DLine Simulation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 319
Javier A. Garcıa-Sedano, Jon Alzola Bernardo,Asier Gonzalez Gonzalez, Oscar Berasategui Ruiz de Gauna, andRafael Yuguero Gonzalez de Mendivil
Evolutionary Industrial Physical Model Generation . . . . . . . . . . . . . . . . . . . 327Alberto Carrascal and Amaia Alberdi
Evolving Neural Networks with Maximum AUC for Imbalanced DataClassification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 335
Xiaofen Lu, Ke Tang, and Xin Yao
A Neuro-genetic Control Scheme Application for Industrial R3
Workspaces . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 343E. Irigoyen, M. Larrea, J. Valera, V. Gomez, and F. Artaza
Memetic Feature Selection: Benchmarking Hybridization Schemata . . . . . 351M.A. Esseghir, Gilles Goncalves, and Yahya Slimani
A Hybrid Cellular Genetic Algorithm for Multi-objective CrewScheduling Problem . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 359
Fariborz Jolai and Ghazal Assadipour
GENNET-Toolbox: An Evolving Genetic Algorithm for Neural NetworkTraining . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 368
Vicente Gomez-Garay, Eloy Irigoyen, and Fernando Artaza
An Evolutionary Feature-Based Visual Attention Model Applied toFace Recognition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 376
Roberto A. Vazquez, Humberto Sossa, and Beatriz A. Garro
Efficient Plant Supervision Strategy Using NN Based Techniques . . . . . . . 385Ramon Ferreiro Garcia, Jose Luis Calvo Rolle, andFrancisco Javier Perez Castelo
FDI and Accommodation Using NN Based Techniques . . . . . . . . . . . . . . . . 395Ramon Ferreiro Garcia, Alberto De Miguel Catoira, andBeatriz Ferreiro Sanz
A Hybrid ACO Approach to the Matrix Bandwidth MinimizationProblem . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 405
Camelia-M. Pintea, Gloria-Cerasela Crisan, and Camelia Chira
Table of Contents – Part I XXXI
Machine-Learning Based Co-adaptive Calibration: A Perspective toFight BCI Illiteracy . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 413
Carmen Vidaurre, Claudia Sannelli, Klaus-Robert Muller, andBenjamin Blankertz
Analysing the Low Quality of the Data in Lighting Control Systems . . . . 421Jose R. Villar, Enrique de la Cal, Javier Sedano, andMarco Garcıa-Tamargo
Type-1 Non-singleton Type-2 Takagi-Sugeno-Kang Fuzzy LogicSystems Using the Hybrid Mechanism Composed by a Kalman TypeFilter and Back Propagation Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 429
Gerardo M. Mendez, Angeles Hernandez, Alberto Cavazos, andMarco-Tulio Mata-Jimenez
An Hybrid Architecture Integrating Forward Rules with FuzzyOntological Reasoning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 438
Stefano Bragaglia, Federico Chesani, Anna Ciampolini,Paola Mello, Marco Montali, and Davide Sottara
Selecting Regions of Interest in SPECT Images Using Wilcoxon Testfor the Diagnosis of Alzheimer’s Disease . . . . . . . . . . . . . . . . . . . . . . . . . . . . 446
D. Salas-Gonzalez, J.M. Gorriz, J. Ramırez, Fermin Segovia,Rosa Chaves, Miriam Lopez, I.A. Illan, and Pablo Padilla
Effective Diagnosis of Alzheimer’s Disease by Means of AssociationRules . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 452
Rosa Chaves, Javier Ramırez, J.M. Gorriz, Miriam Lopez,D. Salas-Gonzalez, I.A. Illan, Fermin Segovia, and Pablo Padilla
Exploratory Matrix Factorization for PET Image Analysis . . . . . . . . . . . . 460A. Kodewitz, I.R. Keck, A.M. Tome, J.M. Gorriz, andElmar W. Lang
NMF-Based Analysis of SPECT Brain Images for the Diagnosis ofAlzheimer’s Disease . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 468
Pablo Padilla, Juan-Manuel Gorriz, Javier Ramırez,Elmar Lang, Rosa Chaves, Fermin Segovia, Ignacio Alvarez,Diego Salas-Gonzalez, and Miriam Lopez
Partial Least Squares for Feature Extraction of SPECT Images . . . . . . . . 476Fermin Segovia, Javier Ramırez, J.M. Gorriz, Rosa Chaves,D. Salas-Gonzalez, Miriam Lopez, Ignacio Alvarez,Pablo Padilla, and C.G. Puntonet
Sensor Fusion Adaptive Filtering for Position Monitoring in IntenseActivities . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 484
Alberto Olivares, J.M. Gorriz, Javier Ramırez, and Gonzalo Olivares
XXXII Table of Contents – Part I
Prediction of Bladder Cancer Recurrences Using Artificial NeuralNetworks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 492
Ekaitz Zulueta Guerrero, Naiara Telleria Garay,Jose Manuel Lopez-Guede,Borja Ayerdi Vilches, Eider Egilegor Iragorri,David Lecumberri Castanos, Ana Belen de la Hoz Rastrollo, andCarlos Pertusa Pena
Hybrid Decision Support System for Endovascular Aortic AneurysmRepair Follow-Up . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 500
Jon Haitz Legarreta, Fernando Boto, Ivan Macıa, Josu Maiora,Guillermo Garcıa, Celine Paloc, Manuel Grana, and Mariano de Blas
On the Design of a CADS for Shoulder Pain Pathology . . . . . . . . . . . . . . . 508K. Lopez de Ipina, M.C. Hernandez, E. Martınez, and C. Vaquero
Exploring Symmetry to Assist Alzheimer’s Disease Diagnosis . . . . . . . . . . 516I.A. Illan, J.M. Gorriz, Javier Ramırez, D. Salas-Gonzalez,Miriam Lopez, Pablo Padilla, Rosa Chaves, Fermin Segovia, andC.G. Puntonet
Thrombus Volume Change Visualization after Endovascular AbdominalAortic Aneurysm Repair . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 524
Josu Maiora, Guillermo Garcıa, Ivan Macıa,Jon Haitz Legarreta, Fernando Boto, Celine Paloc,Manuel Grana, and Javier Sanchez Abuın
Randomness and Fuzziness in Bayes Multistage Classifier . . . . . . . . . . . . . 532Robert Burduk
Multiple Classifier System with Radial Basis Weight Function . . . . . . . . . 540Konrad Jackowski
Mixture of Random Prototype-Based Local Experts . . . . . . . . . . . . . . . . . . 548Giuliano Armano and Nima Hatami
Graph-Based Model-Selection Framework for Large Ensembles . . . . . . . . . 557Krisztian Buza, Alexandros Nanopoulos, and Lars Schmidt-Thieme
Rough Set-Based Analysis of Characteristic Features for ANNClassifier . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 565
Urszula Stanczyk
Boosting Algorithm with Sequence-Loss Cost Function for StructuredPrediction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 573
Tomasz Kajdanowicz, Przemys�law Kazienko, and Jan Kraszewski
Table of Contents – Part I XXXIII
Application of Mixture of Experts to Construct Real Estate AppraisalModels . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 581
Magdalena Graczyk, Tadeusz Lasota, Zbigniew Telec, andBogdan Trawinski
Designing Fusers on the Basis of Discriminants – Evolutionary andNeural Methods of Training . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 590
Michal Wozniak and Marcin Zmyslony
Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 599